AI Forecast Ledger™
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Case file No. 11 · AI Forecast Ledger

On tracktimelines

Human-level AI is years away, if not a decade — and will not come from LLMs alone (counterpoint claim)

On track · due 2034

3 receiptsOpen verificationClose▾

On track

Arrival date and architecture of the first accepted human-level system79.20 % resolved on SWE-bench Verified (top agent, bash-only default view) (as of 2026-11-03)

Verified blind: GLM-5.2 + Grok — agree

How it's graded

Met if human-level AI does NOT appear before ~2030 (vindicating the skeptic call); failed if a widely accepted human-level system arrives well before the end of the decade or emerges primarily from LLM scaling

Arrival date and architecture of the first accepted human-level system1 measured point

79.20% resolved on SWE-bench Verified (top agent, bash-only default view)as of 2026-11-03

A single reading is not yet a trajectory. The figure appears once a second measurement lands.

Table view
As ofMeasured (% resolved on SWE-bench Verified (top agent, bash-only default view))Receipt
2026-11-0379.20source

Receipts · 3

Primary sourceRecording: Hudson Forum archived↗  ·  2024-10. The speaker’s own words are in the recording; the quote text above comes from the press report.

Ledger history
  • 2026-09-10: Target date 2034 is far in the future, so on-track/partial is the ceiling. LeCun's skeptic call is currently holding: METR (metr.org, measurement, different org) measures that the best agents still…
  • 2026-11-03: The verdict 'on-track' remains correct (target 2034 is in the future). A fresh read of the SWE-bench Verified leaderboard (fetched 2026-11-03) confirms the top bash-only entry remains at 79.20%…
  • 2026-11-05: Linked the primary source: the organiser’s recording of the talk (Hudson Forum). The quote text still comes from the press report in the receipts. Verdict unchanged.

Every verdict on the ledger is graded against dated, archived third-party evidence and blind-verified by two independent models.

CiteAI Forecast Ledger, “LeCun: human-level AI a decade out” (Yann LeCun (then Meta Chief AI Scientist), 2024-10), https://aiforecastledger.com/claims/lecun-no-human-level-ai-within-years-2024.html, last reviewed 2026-11-03. CC BY 4.0.